3d ago · 5 min read · Understanding the Distributed Tracing Decision Modern .NET applications rarely run in isolation. Between microservices, message queues, caching layers, and external API integrations, a single user req
Join discussionFeb 16 · 12 min read · Trace Context Propagation in Polyglot Microservices When a single user request traverses fifteen different services written in five different languages, understanding what went wrong becomes nearly impossible without proper trace context propagation....
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Feb 13 · 6 min read · Observability Best Practices with OpenTelemetry Observability has evolved from a buzzword into a critical requirement for modern distributed systems. As we move through 2025-2026, the complexity of cloud-native architectures demands sophisticated app...
Join discussionFeb 12 · 9 min read · Distributed Tracing: Track Requests Across Microservices In modern distributed architectures, a single user request can traverse dozens of microservices, each adding latency, potential failures, and complexity. When something goes wrong—or worse, whe...
Join discussionJan 26 · 6 min read · BY: Marcus Briggs > Commentator Gold Industry The gold supply chain is undergoing a technological shift. Blockchain is introducing new ways to track metal from refinery to end buyer with a level of verification that paper-based systems were never des...
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Jan 19 · 9 min read · APIs rarely fail loudly.Most of the time, they break quietly while dashboards stay green. These silent failures are often the hardest to detect and the most damaging for users. I learned this while dealing with real production traffic. Everything loo...
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Jan 17 · 5 min read · Debugging in a monolithic system is usually straightforward. All the code runs inside a single application, so one request maps to one process. When something goes wrong, you typically get a stack trace that clearly tells you which function failed an...
Join discussionDec 22, 2025 · 2 min read · I. Cohen and S. Zhang and M. Goldszmidt and J. Symons and T. Kelly and A. Fox,Capturing, indexing, clustering, and retrieving system history, Proc. of SOSP, 2005. SummaryThis paper presents a method for generating signatures from system states to hel...
Join discussionNov 30, 2025 · 8 min read · Introduction Picture this: A user reports that your checkout flow is slow. You check the logs. Everything looks fine. You check the metrics. P99 latency is... bad. But why? Without tracing, you're guessing. Maybe it's the payment service? The invento...
Join discussionOct 7, 2025 · 18 min read · The operational landscape of modern software has fundamentally shifted. The monolithic applications of yesteryear, while presenting their own set of challenges, at least offered a singular, albeit complex, execution path. Today, the pervasive adoptio...
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